{
 "cells": [
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": 1,
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random"
   ],
   "id": "initial_id"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2,
   "source": [
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    " # 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    " # plt.xticks(range(1,25))\n",
    " # 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    " # plt.yticks(range(min(y),max(y)+1))\n",
    " # 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    " #rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    " # 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    " # 绘图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "4eb833b3221837e0"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "f61bea9b35c0a71f"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
